ModelRefs / BGE-M3 vs Gemma 3 27B
BGE-M3 vs Gemma 3 27B
BGE-M3 vs Gemma 3 27B: side-by-side benchmarks, pricing, context windows, coding ability and deployment. Pick the right model for your stack.
Overview
BGE-M3: BAAI's 568M-parameter multilingual embedding and retrieval model supporting dense, sparse, and multi-vector representations with inputs up to 8,192 tokens.
Gemma 3 27B: Gemma 3 27B is the largest model in Google's third-generation open Gemma family, accepting text and images across a 128,000-token input context, with output drawn from the same budget. Images are normalised to 896x896 and encoded as 256 tokens each. Google cites support for more than 140 languages and an August 2024 knowledge cutoff. The weights are published under Google's Gemma Terms of Use rather than a standard open-source licence.
Context window: BGE-M3 accepts up to 8,192 tokens, Gemma 3 27B up to 128,000. Confirm the limit for your specific deployment channel before relying on it.
BGE-M3 vs Gemma 3 27B at a glance
| Attribute | BGE-M3 | Gemma 3 27B |
|---|---|---|
| Provider | BAAI | |
| Released | 2024-01-30 | 2025-02-01 |
| Context window | 8,192 tokens | 128,000 tokens |
| Input price | Free / self-hosted | $0.1/M tokens |
| Output price | Free / self-hosted | $0.3/M tokens |
| Licence | MIT | Gemma-Terms |
| Self-hostable | Yes, open weights | Yes, open weights |
| Modalities | text, Embedding, Open Source, Multilingual, BAAI | text, vision |
Where they differ most
- Cost Efficiency: BGE-M3 100%, Gemma 3 27B 95%. BGE-M3 leads on this dimension.
Capability scores are ModelRefs' own derived signals, not vendor claims or benchmark results. Validate against your own workload before relying on them.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to BGE-M3 vs Gemma 3 27B.
Frequently asked questions
Which is better, BGE-M3 or Gemma 3 27B?
BGE-M3 and Gemma 3 27B target different workloads — see the benchmark and pricing tables for a side-by-side answer.
Is BGE-M3 cheaper than Gemma 3 27B?
Compare Free — open weights vs $0.00010 on this page.